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2022 IEEE International Solid- State Circuits Conference (ISSCC)最新文献

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A 40-nm, 2M-Cell, 8b-Precision, Hybrid SLC-MLC PCM Computing-in-Memory Macro with 20.5 - 65.0TOPS/W for Tiny-Al Edge Devices 40nm, 2M-Cell, 8b精度,混合SLC-MLC PCM内存宏,20.5 - 65.0TOPS/W,用于微型边缘设备
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731670
W. Khwa, Yen-Cheng Chiu, Chuan-Jia Jhang, Sheng-Po Huang, Chun-Ying Lee, Tai-Hao Wen, Fu-Chun Chang, Shao-Ming Yu, T. Lee, M. Chang
Efficient edge computing, with sufficiently large on-chip memory capacity, is essential in the internet-of-everything era. Nonvolatile computing-in-memory (nvCIM) reduces the data transfer overhead by bringing computation closer, in proximity, to the memory [1]–[4]. While the multi-level cell (MLC) has higher storage density than the single-level cell (SLC). A few MLC or analog nvCIM designs had been proposed, but they either target simpler neural-net models [5] or are implemented using a less area-efficient differential cell [6]. Furthermore, representing the entire weight vector using one storage type does not exploit the drastic accuracy difference between the upper and the lower bits.
高效的边缘计算,加上足够大的片上存储容量,在万物互联时代至关重要。非易失性内存计算(nvCIM)通过使计算更接近内存来减少数据传输开销[1]-[4]。多层电池(MLC)比单层电池(SLC)具有更高的存储密度。已经提出了一些MLC或模拟nvCIM设计,但它们要么针对更简单的神经网络模型[5],要么使用面积效率较低的差分单元[6]来实现。此外,使用一种存储类型表示整个权重向量不会利用上下位之间的巨大精度差异。
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引用次数: 38
Session 11 Overview: Compute-in-Memory and SRAM 第11部分概述:内存计算和SRAM
Pub Date : 2022-02-20 DOI: 10.1109/isscc42614.2022.9731761
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引用次数: 0
Session 4 Overview: mm-Wave and Sub-THz ICs for Communication and Sensing 第四部分概述:毫米波和亚太赫兹ic用于通信和传感
Pub Date : 2022-02-20 DOI: 10.1109/isscc42614.2022.9731779
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引用次数: 0
Session 28 Overview: DRAM and Interface 概述:DRAM和接口
Pub Date : 2022-02-20 DOI: 10.1109/isscc42614.2022.9731539
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引用次数: 0
SambaNova SN10 RDU: A 7nm Dataflow Architecture to Accelerate Software 2.0 SambaNova SN10 RDU:一种加速软件2.0的7nm数据流架构
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731612
R. Prabhakar, Sumti Jairath, Jinuk Luke Shin
The availability of large amounts of data and advances in modern machine-learning algorithms are pushing the limits of computing systems and redefining the way software is written. This new software paradigm, termed “Software 2.0”, is a departure from deterministic computing - centered around exact specifications and expert-created algorithms to accomplish a task - to probabilistic computing, centered around methods that learn to accomplish the same task using several examples. Software 2.0 contains a graph of operations that is rich in data locality and has abundant data, task, and hierarchical pipeline parallelism. Consequently, Software 2.0 can be accelerated by building custom dataflow pipelines. However, conventional GPU systems provide limited flexibility to build such dataflow pipelines. As a result, they suffer from poor device utilization and require a high-bandwidth off-chip memory system, which results in lower memory capacity. Memory capacity limitations impose serious challenges for increasingly larger models and data sets common in the fields of Natural Language Processing (NLP), high-resolution computer vision, and large recommender systems. SambaNova Systems Cardinal SN10 is a Reconfigurable Dataflow Unit (RDU) that enables accelerating Software 2.0 with the flexibility to build custom dataflow pipelines as well as large memory capacity to run big models efficiently [1].
大量数据的可用性和现代机器学习算法的进步正在推动计算系统的极限,并重新定义软件的编写方式。这种新的软件范式被称为“软件2.0”,它从确定性计算(以精确的规范和专家创建的算法为中心来完成任务)转向概率计算(以学习使用几个示例来完成相同任务的方法为中心)。软件2.0包含一个操作图,它具有丰富的数据局部性,并具有丰富的数据、任务和分层管道并行性。因此,可以通过构建定制的数据流管道来加速软件2.0。然而,传统的GPU系统提供有限的灵活性来构建这样的数据流管道。因此,它们的设备利用率很低,并且需要高带宽的片外存储系统,这导致内存容量较低。在自然语言处理(NLP)、高分辨率计算机视觉和大型推荐系统等领域中,内存容量的限制给越来越大的模型和数据集带来了严峻的挑战。SambaNova Systems Cardinal SN10是一款可重构数据流单元(RDU),它可以加速Software 2.0,灵活地构建自定义数据流管道,以及大容量内存,从而有效地运行大型模型。
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引用次数: 6
A 1.05A/m Minimum Magnetic Field Strength Single-Chip Fully Integrated Biometric Smart Card SoC Achieving 1014.7ms Transaction Time with Anti-Spoofing Fingerprint Authentication 1.05A/m最小磁场强度单片全集成生物识别智能卡SoC,实现1014.7ms交易时间,防欺骗指纹认证
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731106
Ji-Soo Chang, Eunsang Jang, Youngkil Choi, Moonkyu Song, Sanghyo Lee, Gi-Jin Kang, Jae Hyun Kim, Shin-Wuk Kang, Uijong Song, Chang-Yeon Cho, Junseo Lee, Kyungduck Seo, Seongwook Song, Sung-Ung Kwak
Biometric authentication is a proven and practical way to identify personal information efficiently. In payment card applications, using biometrics is of primary interest because it makes the cardholder verification method (CVM) simpler with a higher level of security. Instead of personal identification numbers (PINs) or signatures, individual and unique physical information is applied in the payment procedure. Among several biometric alternatives, the use of fingerprint recognition is becoming the most popular method in plastic smart card applications, because of user convenience and compatibility with the current payment infrastructure without modifications or additional devices [1].
生物特征认证是有效识别个人信息的一种行之有效的实用方法。在支付卡应用程序中,使用生物识别技术是最重要的,因为它使持卡人验证方法(CVM)更简单,安全性更高。在支付过程中使用的不是个人识别号码(pin)或签名,而是个人和唯一的物理信息。在几种生物识别替代方法中,指纹识别的使用正在成为塑料智能卡应用中最流行的方法,因为用户方便,并且无需修改或额外设备即可与当前的支付基础设施兼容[1]。
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引用次数: 1
A 10b Source-Driver IC with LSB-Stacked LV-to-HV-Amplify DAC Achieving 2688μm2/channel and 4.8mV DVO for Mobile OLED Displays 一种采用lsb堆叠lvb -to- hv放大DAC的10b源驱动IC,实现2688μm2/通道和4.8mV DVO,用于移动OLED显示器
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731585
G. Lim, Gyeong-Gu Kang, Hyunggun Ma, M. Jeong, Hyunsik Kim
As the spatial resolution of mobile OLED displays increases, more than a thousand column channels must be integrated into a source-driver IC (SD-IC). Furthermore, the data resolution of the DAC occupying the majority area of the column channel must become higher for color-depth improvement. The top-left of Fig. 5.9.1 shows a typical SD-IC architecture composed of R-DAC-based column channels sharing a global resistor-string. The switch-array size of the conventional R-DAC increases proportionally to a power of 2 with DAC resolution. Moreover, since the full-scale range ${left(FSR,=,V_{H},-,V_{L}right)}$ of the R-string is directly correlated with the dynamic range in an OLED display, the R-DAC, including level-shifters (L/S), must be implemented with high-voltage MOSFETs (HV-MOS). Accordingly, even modern CMOS technology nodes are still unable to shrink the SD-IC size considerably. Thus far, many efforts to improve the DAC area efficiency employing a voltage-interpolative sub-DAC have been reported [1 – 3], as shown in the top-middle of Fig. 5.9.1. However, the use of a 2-output HV R-dAc, which occupies 2× larger area, is mandatory for voltage interpolation. Mismatch between sub-DACs is also inevitable, and thus the inter-channel uniformity, one of the key performance metrics in a SD-IC, deteriorates significantly. This paper presents an ultra-compact-sized 10b SD-IC achieving an area of 2688μm2/nel even without adopting voltage-interpolation. As shown in the top-right of Fig. 5.9.1, two key innovations of this work include: 1) a mismatch-insensitive switched-capacitor-based LV-to-HV-amplify DAC, which enables an 8b R-DAC to be realized with only low-voltage MOSFETs (LV-MOS) while obtaining the HV output, and 2) a deviation-free 2b LSB stack-up (LSU) technique enabling finer resolution consuming little area. Considering a 1.5V thin-gate MOS is 24×smaller than a 5V thick-gate MOS for the same ${R_{text{ON}}}$ in 130nm CMOS, this work can achieve dramatic shrinkage of the chip size due to the all-LV-MOS-based R-DAC in conjunction with the elimination of L/S. In addition, both our innovations are highly robust to process variations and thus contribute to overcoming inter-channel mismatch, which is a drawback of prior voltage-interpolative schemes.
随着移动OLED显示器空间分辨率的提高,一个源驱动IC (SD-IC)必须集成一千多个列通道。此外,为了提高颜色深度,占据柱通道大部分区域的DAC的数据分辨率必须更高。图5.9.1的左上角显示了一个典型的SD-IC架构,该架构由基于r- dac的列通道组成,共享一个全局电阻串。传统R-DAC的开关阵列尺寸与DAC分辨率成2的比例增加。此外,由于r -弦的满量程${左(FSR,=,V_{H},-,V_{L}右)}$与OLED显示器的动态范围直接相关,因此R-DAC,包括电平移位器(L/S),必须使用高压mosfet (HV-MOS)来实现。因此,即使是现代CMOS技术节点仍然无法大幅缩小SD-IC的尺寸。到目前为止,已经报道了许多采用电压插值子DAC来提高DAC面积效率的努力[1 - 3],如图5.9.1中上方所示。然而,使用一个2输出的高压R-dAc,它占用2倍大的面积,是强制性的电压插值。子dac之间的不匹配也是不可避免的,因此作为SD-IC关键性能指标之一的通道间均匀性会显著恶化。本文提出了一种超紧凑的10b SD-IC,即使不采用电压插补,其面积也可达2688μm2/nel。如图5.9.1右上方所示,这项工作的两个关键创新包括:1)基于开关电容的不匹配不敏感的lv -HV放大DAC,它可以在获得HV输出的同时仅使用低压mosfet (LV-MOS)实现8b R-DAC,以及2)无偏差的2b LSB堆叠(LSU)技术,可以实现更精确的分辨率,消耗更小的面积。考虑到在相同的${R_{text{ON}}}$下,在130nm CMOS中,1.5V薄栅MOS比5V厚栅MOS低24×smaller,由于基于全lv -MOS的R-DAC结合L/S的消除,该工作可以实现芯片尺寸的显着缩小。此外,我们的两项创新都对工艺变化具有高度鲁棒性,从而有助于克服通道间不匹配,这是先前电压插值方案的缺点。
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引用次数: 6
Series-Resonance BiCMOS VCO with Phase Noise of -138dBc/Hz at 1MHz Offset from 10GHz and -190dBc/Hz FoM 系列谐振BiCMOS压控振荡器,相位噪声为-138dBc/Hz,与10GHz和-190dBc/Hz的FoM相差为1MHz
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731738
Alessandro Franceschin, Domenico Riccardi, A. Mazzanti
The phase noise of oscillators limits the modulation Error Vector Magnitude (EVM) in wireless communications and the SNR in high-speed data converters. The issue is particularly critical in the wireless infrastructure for 5G and beyond, where base stations and backhaul transceivers need extremely low phase noise to support wide bandwidth and spectrally efficient modulation schemes at high carrier frequency. Given the supply voltage, the phase noise in LC oscillators is reduced by scaling down the inductance and increasing power consumption. However, the Q degradation with too-small inductors sets a lower bound on phase noise [1], [2]. To overcome this limit, oscillators evolved from a single-core to multicore topologies, where N oscillators are coupled to scale down phase noise by 10log(N). This concept was exploited with two cores [1] and then extended to four [2]–[4] and eight cores [5], giving ideally the phase-noise reduction of 3, 6, and 9dB, respectively. Nevertheless, mismatches between oscillators impair phase noise and penalize the figure of merit (FoM) [3]. Moreover, with the number of cores that grows exponentially, the extension of the approach for further phase-noise reduction is not practical.
振荡器的相位噪声限制了无线通信中的调制误差矢量幅值(EVM)和高速数据转换器的信噪比。这个问题在5G及以后的无线基础设施中尤为重要,因为基站和回程收发器需要极低的相位噪声来支持高载波频率下的宽带和频谱高效调制方案。给定电源电压,通过减小电感和增加功耗来降低LC振荡器中的相位噪声。然而,电感过小的Q衰减设置了相位噪声的下界[1],[2]。为了克服这一限制,振荡器从单核拓扑发展到多核拓扑,其中N个振荡器耦合以将相位噪声降低10log(N)。这一概念在两个核心[1]中得到了利用,然后扩展到四个[2]-[4]和八个核心[5],分别给出了理想的3,6和9dB的相位噪声降低。然而,振荡器之间的不匹配会损害相位噪声,并降低优值(FoM)[3]。此外,随着核数呈指数级增长,进一步的相位降噪方法的扩展是不现实的。
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引用次数: 3
A Single-Crystal-Oscillator-Based Clock-Management IC with 18× Start-Up Time Reduction and 0.68ppm/ºC Duty-Cycled Machine-Learning-Based RCO Calibration 一种基于单晶振荡器的时钟管理IC,具有18倍启动时间缩短和0.68ppm/ºC占空比机器学习的RCO校准
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731781
Jaehong Jung, Seunghyun Oh, Joo-Myoung Kim, Gihyeok Ha, Jinhyeon Lee, Seungjin Kim, Euiyoung Park, Jaehoon Lee, Yelim Yoon, Seung-Jun Bae, Won-Woong Kim, Yong Lim, Kyungsoo Lee, Junho Huh, Jongwoo Lee, T. B. Cho
The conventional cellular mobile device needs a tens-of-MHz main crystal oscillator (XO) and 32.768kHz real-time clock (RTC) XO for RF ultra-low-jitter PLLs and sleep operation, respectively. To minimize BoM cost and PCB area by reducing the number of crystals, the low-power main XO with a fractional divider (DIV.) in [1] is reported for the RTC. However, the high-power-consuming start-up operation for high-Q-factor main XO is inevitable. The on-chip RC oscillator (RCO) can be an alternative to the RTC XO due to its compact area and excellent stability over process, voltage, and temperature (PVT) variation. To improve the temperature sensitivity of the RCO, the two-point trimming using the resistors having the opposite temperature coefficient (TC) is employed in [2], but the accuracy is limited to 20ppm/ºC due to the $1^{text{st}}$ -order compensation. The RCOs using high-resolution temperature-sensor units (TSUs) in [3], [4] can improve the TC up to <10ppm/ºC. However, the TSU requires a large area and an external FPGA to address complex digital signals. In addition, the previous approaches of [2]–[4] can be applied only to the limited processes providing a negative TC resistor. The main XO should accomplish ultra-low jitter for the RF PLLs (i.e $< 100{text{fs}}_{text{rms}})$, but it causes long start-up time due to a large swing of the XO. Consequently, the system stand-by power is increased. Although a precisely timed energy injection in [5] can effectively reduce the start-up time, it is only applicable when the clock swing is small (0.32V). The 2-step injection technique [6] can improve the start-up time of the XO close to the theoretical limit even with large swing, but the short-circuit current of the buffer for a reference clock of the PLL restricts the start-up energy reduction (3.4×).
传统的蜂窝移动设备需要一个数十mhz的主晶振(XO)和32.768kHz的实时时钟(RTC) XO,分别用于射频超低抖动锁相环和睡眠工作。为了通过减少晶体数量来最小化BoM成本和PCB面积,在RTC中报告了[1]中带有分数分频器(DIV)的低功耗主XO。然而,高q因子主XO的高功耗启动操作是不可避免的。片上RC振荡器(RCO)可以替代RTC XO,因为它面积小,在过程、电压和温度(PVT)变化上具有出色的稳定性。为了提高RCO的温度灵敏度,在[2]中采用了使用具有相反温度系数(TC)的电阻的两点微调,但由于$1^{text{st}}$阶补偿,精度限制在20ppm/ºC。[3]、[4]中使用高分辨率温度传感器单元(tsu)的rco可以将TC提高到<10ppm/ºC。然而,TSU需要很大的面积和外部FPGA来处理复杂的数字信号。此外,先前的[2]-[4]方法只能应用于提供负TC电阻的有限过程。主XO应该实现射频锁相环的超低抖动(即$< 100{text{fs}}_{text{rms}})$,但由于XO的大摆幅导致启动时间长。因此,系统待机功率增加。虽然[5]中精确定时的能量注入可以有效减少启动时间,但只适用于时钟摆动较小(0.32V)的情况。采用两步注入技术[6],即使摆幅较大,XO的启动时间也能提高到接近理论极限,但锁相环参考时钟缓冲器的短路电流限制了启动能量的降低(3.4倍)。
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引用次数: 9
A 4A 12-to-1 Flying Capacitor Cross-Connected DC-DC Converter with Inserted D>0.5 Control Achieving >2x Transient Inductor Current Slew Rate and 0.73× Theoretical Minimum Output Undershoot of DSD 一种带插入D >.5控制的4A 12对1飞电容交叉连接DC-DC变换器,实现了>倍的瞬态电感电流转换率和0.73倍的DSD理论最小输出欠冲
Pub Date : 2022-02-20 DOI: 10.1109/ISSCC42614.2022.9731669
Tingxu Hu, Mo Huang, Yan Lu, R. Martins
Automotive and industrial applications require a high-efficiency DC-DC converter to directly convert power from the 12V intermediate bus to a low-voltage point-of-load (PoL). The double step-down (DSD) buck converter [1]–[4] (shown in Fig. 18.3.1) is suitable for such applications, where a flying capacitor $C_{mathrm{F}}$ sustains a half-input-voltage $(V_{text{IN}}/2)$ stress. Therefore, all the power switches only experience $V_{text{IN}}/2$ stress except $M_{mathrm{A}2}$, allowing for exploiting the benefits of low-voltage devices. Two pulse-width modulation (PWM) signals $phi_{1}$ and $phi_{2}$ with an equal duty cycle $D$ drive the DSD. A $text{PoL}$ supply should have a small output capacitor $C_{0}$ if a fast dynamic voltage scaling (DVS) is needed. However, a small $C_{0}$ in the conventional DSD may cause a large output undershoot $V_{text{US}}$ during a transient event. This comes from the low inductor current slew rate $I_{mathrm{L}_{-}text{SR}}=(V_{text{IN}}/2-2V_{0})/L$, due to the amplitude of the inductor switching nodes $V_{text{XA}1}$ and $V_{text{XB}1}$ being reduced to $V_{text{IN}}/2$ by $C_{mathrm{F}}$, and the non-overlapping $phi_{1}$ and $phi_{2}$ in a conventional $Dleq 0.5$ control. Furthermore, the $D$ should cover a wide range to respond to an integral transient error in the control loop compensator. With $Dleq 0.5$, the DSD converter may fail to cancel the error in time, and the accumulation and release of the error result in overshoot/ringing. This would be more severe at a higher output voltage $V_{0}$ because the steady-state $D$ is closer to 0.5. A possible solution can be to have a DSD converter that works with $D>0.5$. Nevertheless, this leads to an over-sterss on $M_{mathrm{A}1}$, and imbalance in inductor currents $I_{text{LA}}$ and $I_{text{LB}}$, which should be eliminated [3].
汽车和工业应用需要高效的DC-DC转换器,将功率从12V中间总线直接转换为低压负载点(PoL)。双降压(DSD)降压转换器[1]-[4](如图18.3.1所示)适用于这种应用,其中飞行电容器$C_{mathrm{F}}$承受一半输入电压$(V_{text{IN}}/2)$应力。因此,所有的电源开关只经历$V_{text{IN}}/2$应力除了$M_{mathrm{A}2}$,允许利用低压设备的好处。两个脉宽调制(PWM)信号$phi_{1}$和$phi_{2}$具有相等的占空比$D$驱动DSD。如果需要快速动态电压缩放(DVS),则$text{PoL}$电源应具有小输出电容$C_{0}$。然而,在一个瞬态事件期间,传统DSD中的一个小$C_{0}$可能会导致一个大的输出欠冲$V_{text{US}}$。这来自于低电感电流转换率$I_{mathrm{L}_{-}text{SR}}=(V_{text{IN}}/2-2V_{0})/L$,由于电感开关节点$V_{text{XA}1}$和$V_{text{XB}1}$的振幅通过$C_{mathrm{F}}$减少到$V_{text{IN}}/2$,以及传统$Dleq 0.5$控制中的非重叠$phi_{1}$和$phi_{2}$。此外,$D$应覆盖广泛的范围,以响应控制回路补偿器中的积分瞬态误差。使用$Dleq 0.5$时,DSD转换器可能无法及时消除误差,误差的积累和释放导致超调/振铃。在较高的输出电压$V_{0}$下,这将更加严重,因为稳态$D$更接近0.5。一个可能的解决方案是使用$D>0.5$的DSD转换器。然而,这会导致$M_{mathrm{A}1}$上的过度应力,以及电感电流$I_{text{LA}}$和$I_{text{LB}}$的不平衡,这应该被消除。
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引用次数: 14
期刊
2022 IEEE International Solid- State Circuits Conference (ISSCC)
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